Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 235 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.0 KiB |
| Average record size in memory | 104.5 B |
Variable types
| NUM | 13 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:59:18.370053 |
|---|---|
| Analysis finished | 2020-08-25 00:59:41.849715 |
| Duration | 23.48 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
col_3 is highly correlated with col_2 and 1 other fields | High correlation |
col_2 is highly correlated with col_3 | High correlation |
col_4 is highly correlated with col_3 | High correlation |
col_6 is highly correlated with col_5 and 2 other fields | High correlation |
col_5 is highly correlated with col_6 and 1 other fields | High correlation |
col_7 is highly correlated with col_6 and 2 other fields | High correlation |
col_8 is highly correlated with col_5 and 3 other fields | High correlation |
col_9 is highly correlated with col_7 and 2 other fields | High correlation |
col_10 is highly correlated with col_9 and 2 other fields | High correlation |
col_11 is highly correlated with col_10 and 2 other fields | High correlation |
col_12 is highly correlated with col_10 and 2 other fields | High correlation |
target is highly correlated with col_11 and 1 other fields | High correlation |
col_1 has unique values | Unique |
col_2 has 8 (3.4%) zeros | Zeros |
col_3 has 6 (2.6%) zeros | Zeros |
col_4 has 5 (2.1%) zeros | Zeros |
col_5 has 7 (3.0%) zeros | Zeros |
col_6 has 7 (3.0%) zeros | Zeros |
col_7 has 7 (3.0%) zeros | Zeros |
col_8 has 3 (1.3%) zeros | Zeros |
col_9 has 5 (2.1%) zeros | Zeros |
col_10 has 5 (2.1%) zeros | Zeros |
col_11 has 3 (1.3%) zeros | Zeros |
col_12 has 5 (2.1%) zeros | Zeros |
target has 6 (2.6%) zeros | Zeros |
| Distinct count | 235 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1866.0 |
|---|---|
| Minimum | 1749.0 |
| Maximum | 1983.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 1749 |
|---|---|
| 5-th percentile | 1760.7 |
| Q1 | 1807.5 |
| median | 1866 |
| Q3 | 1924.5 |
| 95-th percentile | 1971.3 |
| Maximum | 1983 |
| Range | 234 |
| Interquartile range (IQR) | 117 |
Descriptive statistics
| Standard deviation | 67.98284097 |
|---|---|
| Coefficient of variation (CV) | 0.03643239066 |
| Kurtosis | -1.2 |
| Mean | 1866 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 0 |
| Sum | 438510 |
| Variance | 4621.666667 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1973 | 1 | 0.4% | |
| 1898 | 1 | 0.4% | |
| 1858 | 1 | 0.4% | |
| 1838 | 1 | 0.4% | |
| 1853 | 1 | 0.4% | |
| 1834 | 1 | 0.4% | |
| 1814 | 1 | 0.4% | |
| 1807 | 1 | 0.4% | |
| 1938 | 1 | 0.4% | |
| 1934 | 1 | 0.4% | |
| 1885 | 1 | 0.4% | |
| 1930 | 1 | 0.4% | |
| 1926 | 1 | 0.4% | |
| 1783 | 1 | 0.4% | |
| 1870 | 1 | 0.4% | |
| 1833 | 1 | 0.4% | |
| 1937 | 1 | 0.4% | |
| 1842 | 1 | 0.4% | |
| 1774 | 1 | 0.4% | |
| 1767 | 1 | 0.4% | |
| 1826 | 1 | 0.4% | |
| 1782 | 1 | 0.4% | |
| 1753 | 1 | 0.4% | |
| 1754 | 1 | 0.4% | |
| 1979 | 1 | 0.4% | |
| Other values (210) | 210 | 89.4% |
| Value | Count | Frequency (%) | |
| 1749 | 1 | 0.4% | |
| 1750 | 1 | 0.4% | |
| 1751 | 1 | 0.4% | |
| 1752 | 1 | 0.4% | |
| 1753 | 1 | 0.4% | |
| 1754 | 1 | 0.4% | |
| 1755 | 1 | 0.4% | |
| 1756 | 1 | 0.4% | |
| 1757 | 1 | 0.4% | |
| 1758 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1983 | 1 | 0.4% | |
| 1982 | 1 | 0.4% | |
| 1981 | 1 | 0.4% | |
| 1980 | 1 | 0.4% | |
| 1979 | 1 | 0.4% | |
| 1978 | 1 | 0.4% | |
| 1977 | 1 | 0.4% | |
| 1976 | 1 | 0.4% | |
| 1975 | 1 | 0.4% | |
| 1974 | 1 | 0.4% |
| Distinct count | 203 |
|---|---|
| Unique (%) | 86.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.111914900389124 |
|---|---|
| Minimum | 0.0 |
| Maximum | 217.3999938964844 |
| Zeros | 8 |
| Zeros (%) | 3.4% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 14.60000038 |
| median | 40.59999847 |
| Q3 | 70 |
| 95-th percentile | 135.6899979 |
| Maximum | 217.3999939 |
| Range | 217.3999939 |
| Interquartile range (IQR) | 55.39999962 |
Descriptive statistics
| Standard deviation | 42.89731861 |
|---|---|
| Coefficient of variation (CV) | 0.8734605175 |
| Kurtosis | 1.690859988 |
| Mean | 49.1119149 |
| Median Absolute Deviation (MAD) | 27.09999847 |
| Skewness | 1.277374742 |
| Sum | 11541.3 |
| Variance | 1840.179944 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 8 | 3.4% | |
| 70 | 3 | 1.3% | |
| 24 | 3 | 1.3% | |
| 45 | 3 | 1.3% | |
| 0.8000000119 | 2 | 0.9% | |
| 12.30000019 | 2 | 0.9% | |
| 36.40000153 | 2 | 0.9% | |
| 48.29999924 | 2 | 0.9% | |
| 45.29999924 | 2 | 0.9% | |
| 18.89999962 | 2 | 0.9% | |
| 31.60000038 | 2 | 0.9% | |
| 3.400000095 | 2 | 0.9% | |
| 38.70000076 | 2 | 0.9% | |
| 9.399999619 | 2 | 0.9% | |
| 11.30000019 | 2 | 0.9% | |
| 14.60000038 | 2 | 0.9% | |
| 0.200000003 | 2 | 0.9% | |
| 0.5 | 2 | 0.9% | |
| 39 | 2 | 0.9% | |
| 114 | 2 | 0.9% | |
| 12 | 2 | 0.9% | |
| 19.20000076 | 2 | 0.9% | |
| 58 | 2 | 0.9% | |
| 8.100000381 | 1 | 0.4% | |
| 62.59999847 | 1 | 0.4% | |
| Other values (178) | 178 | 75.7% |
| Value | Count | Frequency (%) | |
| 0 | 8 | 3.4% | |
| 0.200000003 | 2 | 0.9% | |
| 0.3000000119 | 1 | 0.4% | |
| 0.5 | 2 | 0.9% | |
| 0.8000000119 | 2 | 0.9% | |
| 1.600000024 | 1 | 0.4% | |
| 2 | 1 | 0.4% | |
| 2.299999952 | 1 | 0.4% | |
| 2.799999952 | 1 | 0.4% | |
| 3.299999952 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 217.3999939 | 1 | 0.4% | |
| 202.5 | 1 | 0.4% | |
| 188 | 1 | 0.4% | |
| 177.3000031 | 1 | 0.4% | |
| 166.6000061 | 1 | 0.4% | |
| 165 | 1 | 0.4% | |
| 159.6000061 | 1 | 0.4% | |
| 159.1000061 | 1 | 0.4% | |
| 156.6999969 | 1 | 0.4% | |
| 146.3000031 | 1 | 0.4% |
| Distinct count | 211 |
|---|---|
| Unique (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.17489381622761 |
|---|---|
| Minimum | 0.0 |
| Maximum | 182.3000030517578 |
| Zeros | 6 |
| Zeros (%) | 2.6% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.319999993 |
| Q1 | 15.6500001 |
| median | 44 |
| Q3 | 74.5 |
| 95-th percentile | 129.4999969 |
| Maximum | 182.3000031 |
| Range | 182.3000031 |
| Interquartile range (IQR) | 58.8499999 |
Descriptive statistics
| Standard deviation | 41.85909544 |
|---|---|
| Coefficient of variation (CV) | 0.8179615495 |
| Kurtosis | 0.1615872448 |
| Mean | 51.17489382 |
| Median Absolute Deviation (MAD) | 29.10000038 |
| Skewness | 0.8827122132 |
| Sum | 12026.10005 |
| Variance | 1752.183871 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 6 | 2.6% | |
| 22.20000076 | 3 | 1.3% | |
| 64.19999695 | 2 | 0.9% | |
| 93.59999847 | 2 | 0.9% | |
| 42.90000153 | 2 | 0.9% | |
| 4.300000191 | 2 | 0.9% | |
| 24.39999962 | 2 | 0.9% | |
| 8 | 2 | 0.9% | |
| 0.6000000238 | 2 | 0.9% | |
| 24.5 | 2 | 0.9% | |
| 29 | 2 | 0.9% | |
| 106 | 2 | 0.9% | |
| 7.099999905 | 2 | 0.9% | |
| 26 | 2 | 0.9% | |
| 51 | 2 | 0.9% | |
| 44 | 2 | 0.9% | |
| 125.3000031 | 2 | 0.9% | |
| 0.5 | 2 | 0.9% | |
| 9.199999809 | 2 | 0.9% | |
| 86.90000153 | 1 | 0.4% | |
| 14.89999962 | 1 | 0.4% | |
| 4.199999809 | 1 | 0.4% | |
| 47.59999847 | 1 | 0.4% | |
| 44.09999847 | 1 | 0.4% | |
| 50.09999847 | 1 | 0.4% | |
| Other values (186) | 186 | 79.1% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 2.6% | |
| 0.5 | 2 | 0.9% | |
| 0.6000000238 | 2 | 0.9% | |
| 0.6999999881 | 1 | 0.4% | |
| 0.8999999762 | 1 | 0.4% | |
| 1.5 | 1 | 0.4% | |
| 1.899999976 | 1 | 0.4% | |
| 2.400000095 | 1 | 0.4% | |
| 2.599999905 | 1 | 0.4% | |
| 2.900000095 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 182.3000031 | 1 | 0.4% | |
| 175.6000061 | 1 | 0.4% | |
| 165.6999969 | 1 | 0.4% | |
| 164.8999939 | 1 | 0.4% | |
| 163.6000061 | 1 | 0.4% | |
| 155 | 1 | 0.4% | |
| 143.1000061 | 1 | 0.4% | |
| 142.5 | 1 | 0.4% | |
| 141.3000031 | 1 | 0.4% | |
| 137.5 | 1 | 0.4% |
| Distinct count | 209 |
|---|---|
| Unique (%) | 88.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.04085110184994 |
|---|---|
| Minimum | 0.0 |
| Maximum | 190.6999969482422 |
| Zeros | 5 |
| Zeros (%) | 2.1% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.869999969 |
| Q1 | 14.79999971 |
| median | 45.59999847 |
| Q3 | 72.25 |
| 95-th percentile | 134.8700043 |
| Maximum | 190.6999969 |
| Range | 190.6999969 |
| Interquartile range (IQR) | 57.45000029 |
Descriptive statistics
| Standard deviation | 40.68973213 |
|---|---|
| Coefficient of variation (CV) | 0.8131302972 |
| Kurtosis | 0.5884392152 |
| Mean | 50.0408511 |
| Median Absolute Deviation (MAD) | 29.09999847 |
| Skewness | 0.9534677883 |
| Sum | 11759.60001 |
| Variance | 1655.654301 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 7.800000191 | 3 | 1.3% | |
| 45.70000076 | 2 | 0.9% | |
| 21.70000076 | 2 | 0.9% | |
| 26.20000076 | 2 | 0.9% | |
| 30 | 2 | 0.9% | |
| 5.699999809 | 2 | 0.9% | |
| 66.5 | 2 | 0.9% | |
| 55.5 | 2 | 0.9% | |
| 4.5 | 2 | 0.9% | |
| 12.39999962 | 2 | 0.9% | |
| 26.70000076 | 2 | 0.9% | |
| 11 | 2 | 0.9% | |
| 53 | 2 | 0.9% | |
| 60.70000076 | 2 | 0.9% | |
| 4.900000095 | 2 | 0.9% | |
| 64.59999847 | 2 | 0.9% | |
| 94.80000305 | 2 | 0.9% | |
| 46.40000153 | 2 | 0.9% | |
| 66.30000305 | 2 | 0.9% | |
| 11.69999981 | 2 | 0.9% | |
| 80.09999847 | 2 | 0.9% | |
| 13.89999962 | 1 | 0.4% | |
| 29.70000076 | 1 | 0.4% | |
| 77.69999695 | 1 | 0.4% | |
| Other values (184) | 184 | 78.3% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 0.400000006 | 1 | 0.4% | |
| 0.5 | 1 | 0.4% | |
| 0.6000000238 | 1 | 0.4% | |
| 0.6999999881 | 1 | 0.4% | |
| 0.8999999762 | 1 | 0.4% | |
| 1.700000048 | 1 | 0.4% | |
| 1.799999952 | 1 | 0.4% | |
| 1.899999976 | 1 | 0.4% | |
| 3.099999905 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 190.6999969 | 1 | 0.4% | |
| 185.6999969 | 1 | 0.4% | |
| 159.3999939 | 1 | 0.4% | |
| 157.5 | 1 | 0.4% | |
| 157.3999939 | 1 | 0.4% | |
| 153.8000031 | 1 | 0.4% | |
| 143.3000031 | 1 | 0.4% | |
| 143.1999969 | 1 | 0.4% | |
| 140.8000031 | 1 | 0.4% | |
| 138 | 1 | 0.4% |
| Distinct count | 202 |
|---|---|
| Unique (%) | 86.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.002978531509 |
|---|---|
| Minimum | 0.0 |
| Maximum | 196.0 |
| Zeros | 7 |
| Zeros (%) | 3.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54000001 |
| Q1 | 16.55000019 |
| median | 41 |
| Q3 | 75.29999924 |
| 95-th percentile | 143.5299957 |
| Maximum | 196 |
| Range | 196 |
| Interquartile range (IQR) | 58.74999905 |
Descriptive statistics
| Standard deviation | 42.73194942 |
|---|---|
| Coefficient of variation (CV) | 0.8378324295 |
| Kurtosis | 0.7105406595 |
| Mean | 51.00297853 |
| Median Absolute Deviation (MAD) | 28.19999695 |
| Skewness | 1.051428376 |
| Sum | 11985.69995 |
| Variance | 1826.019501 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 7 | 3.0% | |
| 5.099999905 | 3 | 1.3% | |
| 32.90000153 | 3 | 1.3% | |
| 11.30000019 | 3 | 1.3% | |
| 31 | 2 | 0.9% | |
| 122 | 2 | 0.9% | |
| 71.80000305 | 2 | 0.9% | |
| 32 | 2 | 0.9% | |
| 11.19999981 | 2 | 0.9% | |
| 29.10000038 | 2 | 0.9% | |
| 31.70000076 | 2 | 0.9% | |
| 23.79999924 | 2 | 0.9% | |
| 8.399999619 | 2 | 0.9% | |
| 75.69999695 | 2 | 0.9% | |
| 26.39999962 | 2 | 0.9% | |
| 26.10000038 | 2 | 0.9% | |
| 41 | 2 | 0.9% | |
| 95 | 2 | 0.9% | |
| 6.5 | 2 | 0.9% | |
| 145 | 2 | 0.9% | |
| 60.70000076 | 2 | 0.9% | |
| 26.89999962 | 2 | 0.9% | |
| 43.79999924 | 2 | 0.9% | |
| 19.39999962 | 2 | 0.9% | |
| 107.0999985 | 2 | 0.9% | |
| Other values (177) | 177 | 75.3% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 3.0% | |
| 0.1000000015 | 1 | 0.4% | |
| 0.3000000119 | 1 | 0.4% | |
| 0.8999999762 | 1 | 0.4% | |
| 1.100000024 | 1 | 0.4% | |
| 1.399999976 | 1 | 0.4% | |
| 1.600000024 | 1 | 0.4% | |
| 1.799999952 | 1 | 0.4% | |
| 2.299999952 | 1 | 0.4% | |
| 2.5 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 196 | 1 | 0.4% | |
| 189.6999969 | 1 | 0.4% | |
| 175.1999969 | 1 | 0.4% | |
| 164.1000061 | 1 | 0.4% | |
| 163.3000031 | 1 | 0.4% | |
| 162.3999939 | 1 | 0.4% | |
| 160 | 1 | 0.4% | |
| 156.3999939 | 1 | 0.4% | |
| 149.8000031 | 1 | 0.4% | |
| 147 | 1 | 0.4% |
| Distinct count | 207 |
|---|---|
| Unique (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.47829770864325 |
|---|---|
| Minimum | 0.0 |
| Maximum | 238.8999938964844 |
| Zeros | 7 |
| Zeros (%) | 3.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.280000067 |
| Q1 | 19.65000057 |
| median | 41.29999924 |
| Q3 | 76.79999924 |
| 95-th percentile | 136.9000061 |
| Maximum | 238.8999939 |
| Range | 238.8999939 |
| Interquartile range (IQR) | 57.14999866 |
Descriptive statistics
| Standard deviation | 45.08715565 |
|---|---|
| Coefficient of variation (CV) | 0.8591581209 |
| Kurtosis | 1.33575209 |
| Mean | 52.47829771 |
| Median Absolute Deviation (MAD) | 28.39999962 |
| Skewness | 1.188245749 |
| Sum | 12332.39996 |
| Variance | 2032.851605 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 7 | 3.0% | |
| 44.29999924 | 3 | 1.3% | |
| 9 | 2 | 0.9% | |
| 39.5 | 2 | 0.9% | |
| 107.1999969 | 2 | 0.9% | |
| 12.89999962 | 2 | 0.9% | |
| 67.5 | 2 | 0.9% | |
| 21.20000076 | 2 | 0.9% | |
| 5.800000191 | 2 | 0.9% | |
| 127.5 | 2 | 0.9% | |
| 41.09999847 | 2 | 0.9% | |
| 20 | 2 | 0.9% | |
| 38.09999847 | 2 | 0.9% | |
| 2.400000095 | 2 | 0.9% | |
| 22.20000076 | 2 | 0.9% | |
| 3.200000048 | 2 | 0.9% | |
| 20.70000076 | 2 | 0.9% | |
| 106.1999969 | 2 | 0.9% | |
| 53.79999924 | 2 | 0.9% | |
| 36 | 2 | 0.9% | |
| 12.5 | 2 | 0.9% | |
| 2.799999952 | 2 | 0.9% | |
| 57.5 | 1 | 0.4% | |
| 15.39999962 | 1 | 0.4% | |
| 25 | 1 | 0.4% | |
| Other values (182) | 182 | 77.4% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 3.0% | |
| 0.8000000119 | 1 | 0.4% | |
| 1 | 1 | 0.4% | |
| 1.5 | 1 | 0.4% | |
| 1.700000048 | 1 | 0.4% | |
| 2 | 1 | 0.4% | |
| 2.400000095 | 2 | 0.9% | |
| 2.5 | 1 | 0.4% | |
| 2.799999952 | 2 | 0.9% | |
| 2.900000095 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 238.8999939 | 1 | 0.4% | |
| 201.3000031 | 1 | 0.4% | |
| 179.8999939 | 1 | 0.4% | |
| 176 | 1 | 0.4% | |
| 175.3000031 | 1 | 0.4% | |
| 174 | 1 | 0.4% | |
| 172 | 1 | 0.4% | |
| 164.6000061 | 1 | 0.4% | |
| 152.6999969 | 1 | 0.4% | |
| 145.5 | 1 | 0.4% |
| Distinct count | 205 |
|---|---|
| Unique (%) | 87.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.54936172385165 |
|---|---|
| Minimum | 0.0 |
| Maximum | 200.6999969482422 |
| Zeros | 7 |
| Zeros (%) | 3.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.469999993 |
| Q1 | 15.54999971 |
| median | 40.5 |
| Q3 | 80.94999695 |
| 95-th percentile | 126.3799988 |
| Maximum | 200.6999969 |
| Range | 200.6999969 |
| Interquartile range (IQR) | 65.39999723 |
Descriptive statistics
| Standard deviation | 42.51301897 |
|---|---|
| Coefficient of variation (CV) | 0.8247050506 |
| Kurtosis | 0.4801739821 |
| Mean | 51.54936172 |
| Median Absolute Deviation (MAD) | 29.10000038 |
| Skewness | 0.9551033566 |
| Sum | 12114.10001 |
| Variance | 1807.356782 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 7 | 3.0% | |
| 11.39999962 | 3 | 1.3% | |
| 77.40000153 | 2 | 0.9% | |
| 63.20000076 | 2 | 0.9% | |
| 70 | 2 | 0.9% | |
| 5 | 2 | 0.9% | |
| 36.40000153 | 2 | 0.9% | |
| 40 | 2 | 0.9% | |
| 12.30000019 | 2 | 0.9% | |
| 31.70000076 | 2 | 0.9% | |
| 36 | 2 | 0.9% | |
| 26.70000076 | 2 | 0.9% | |
| 1.299999952 | 2 | 0.9% | |
| 20.5 | 2 | 0.9% | |
| 48.29999924 | 2 | 0.9% | |
| 5.800000191 | 2 | 0.9% | |
| 65.09999847 | 2 | 0.9% | |
| 31.10000038 | 2 | 0.9% | |
| 6.699999809 | 2 | 0.9% | |
| 6.400000095 | 2 | 0.9% | |
| 9.100000381 | 2 | 0.9% | |
| 88 | 2 | 0.9% | |
| 73.5 | 2 | 0.9% | |
| 49 | 2 | 0.9% | |
| 55.90000153 | 1 | 0.4% | |
| Other values (180) | 180 | 76.6% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 3.0% | |
| 0.200000003 | 1 | 0.4% | |
| 1 | 1 | 0.4% | |
| 1.299999952 | 2 | 0.9% | |
| 1.399999976 | 1 | 0.4% | |
| 1.5 | 1 | 0.4% | |
| 1.600000024 | 1 | 0.4% | |
| 1.799999952 | 1 | 0.4% | |
| 2.200000048 | 1 | 0.4% | |
| 3 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 200.6999969 | 1 | 0.4% | |
| 171.6000061 | 1 | 0.4% | |
| 171.5 | 1 | 0.4% | |
| 168.6999969 | 1 | 0.4% | |
| 167.8000031 | 1 | 0.4% | |
| 163.8999939 | 1 | 0.4% | |
| 158 | 1 | 0.4% | |
| 157.3000031 | 1 | 0.4% | |
| 154.1999969 | 1 | 0.4% | |
| 149.5 | 1 | 0.4% |
| Distinct count | 215 |
|---|---|
| Unique (%) | 91.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.46553187677835 |
|---|---|
| Minimum | 0.0 |
| Maximum | 191.3999938964844 |
| Zeros | 3 |
| Zeros (%) | 1.3% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.490000033 |
| Q1 | 16.29999971 |
| median | 41.90000153 |
| Q3 | 76.85000229 |
| 95-th percentile | 141.7099991 |
| Maximum | 191.3999939 |
| Range | 191.3999939 |
| Interquartile range (IQR) | 60.55000257 |
Descriptive statistics
| Standard deviation | 43.5278842 |
|---|---|
| Coefficient of variation (CV) | 0.8457676936 |
| Kurtosis | 0.2392923199 |
| Mean | 51.46553188 |
| Median Absolute Deviation (MAD) | 29.20000172 |
| Skewness | 0.9401638737 |
| Sum | 12094.39999 |
| Variance | 1894.676703 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 21.89999962 | 3 | 1.3% | |
| 0 | 3 | 1.3% | |
| 9.300000191 | 2 | 0.9% | |
| 66.90000153 | 2 | 0.9% | |
| 3.5 | 2 | 0.9% | |
| 116.6999969 | 2 | 0.9% | |
| 52.29999924 | 2 | 0.9% | |
| 5 | 2 | 0.9% | |
| 78 | 2 | 0.9% | |
| 0.5 | 2 | 0.9% | |
| 8.600000381 | 2 | 0.9% | |
| 50 | 2 | 0.9% | |
| 22.20000076 | 2 | 0.9% | |
| 70.19999695 | 2 | 0.9% | |
| 30 | 2 | 0.9% | |
| 56.70000076 | 2 | 0.9% | |
| 3.099999905 | 2 | 0.9% | |
| 1 | 2 | 0.9% | |
| 54.70000076 | 1 | 0.4% | |
| 67.69999695 | 1 | 0.4% | |
| 108.1999969 | 1 | 0.4% | |
| 39.09999847 | 1 | 0.4% | |
| 2.099999905 | 1 | 0.4% | |
| 37.59999847 | 1 | 0.4% | |
| 0.1000000015 | 1 | 0.4% | |
| Other values (190) | 190 | 80.9% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 1.3% | |
| 0.1000000015 | 1 | 0.4% | |
| 0.3000000119 | 1 | 0.4% | |
| 0.400000006 | 1 | 0.4% | |
| 0.5 | 2 | 0.9% | |
| 0.6999999881 | 1 | 0.4% | |
| 0.8999999762 | 1 | 0.4% | |
| 1 | 2 | 0.9% | |
| 1.700000048 | 1 | 0.4% | |
| 1.899999976 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 191.3999939 | 1 | 0.4% | |
| 187.1999969 | 1 | 0.4% | |
| 165.3000031 | 1 | 0.4% | |
| 162.8000031 | 1 | 0.4% | |
| 159.3999939 | 1 | 0.4% | |
| 157.8999939 | 1 | 0.4% | |
| 153 | 1 | 0.4% | |
| 149.6000061 | 1 | 0.4% | |
| 145.1000061 | 1 | 0.4% | |
| 143.8000031 | 1 | 0.4% |
| Distinct count | 202 |
|---|---|
| Unique (%) | 86.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.06510648644985 |
|---|---|
| Minimum | 0.0 |
| Maximum | 200.1999969482422 |
| Zeros | 5 |
| Zeros (%) | 2.1% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.469999993 |
| Q1 | 16.55000019 |
| median | 40.70000076 |
| Q3 | 73.70000076 |
| 95-th percentile | 138.3899979 |
| Maximum | 200.1999969 |
| Range | 200.1999969 |
| Interquartile range (IQR) | 57.15000057 |
Descriptive statistics
| Standard deviation | 44.75650153 |
|---|---|
| Coefficient of variation (CV) | 0.85962566 |
| Kurtosis | 0.5248324911 |
| Mean | 52.06510649 |
| Median Absolute Deviation (MAD) | 28.00000095 |
| Skewness | 1.025068565 |
| Sum | 12235.30002 |
| Variance | 2003.144429 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 0.200000003 | 3 | 1.3% | |
| 4 | 3 | 1.3% | |
| 103 | 2 | 0.9% | |
| 2.299999952 | 2 | 0.9% | |
| 29.29999924 | 2 | 0.9% | |
| 54.90000153 | 2 | 0.9% | |
| 16.89999962 | 2 | 0.9% | |
| 61.29999924 | 2 | 0.9% | |
| 54.79999924 | 2 | 0.9% | |
| 25.89999962 | 2 | 0.9% | |
| 30.10000038 | 2 | 0.9% | |
| 21.79999924 | 2 | 0.9% | |
| 107.1999969 | 2 | 0.9% | |
| 8.899999619 | 2 | 0.9% | |
| 61.59999847 | 2 | 0.9% | |
| 33.20000076 | 2 | 0.9% | |
| 8.399999619 | 2 | 0.9% | |
| 39.70000076 | 2 | 0.9% | |
| 50 | 2 | 0.9% | |
| 38.70000076 | 2 | 0.9% | |
| 48.09999847 | 2 | 0.9% | |
| 112 | 2 | 0.9% | |
| 12.69999981 | 2 | 0.9% | |
| 60 | 2 | 0.9% | |
| Other values (177) | 180 | 76.6% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 0.200000003 | 3 | 1.3% | |
| 0.3000000119 | 1 | 0.4% | |
| 0.5 | 1 | 0.4% | |
| 1 | 1 | 0.4% | |
| 1.399999976 | 1 | 0.4% | |
| 1.5 | 1 | 0.4% | |
| 2.099999905 | 1 | 0.4% | |
| 2.299999952 | 2 | 0.9% | |
| 2.799999952 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 200.1999969 | 1 | 0.4% | |
| 199.6000061 | 1 | 0.4% | |
| 188.8000031 | 1 | 0.4% | |
| 169.6000061 | 1 | 0.4% | |
| 158.6999969 | 1 | 0.4% | |
| 158 | 1 | 0.4% | |
| 157.8999939 | 1 | 0.4% | |
| 154.5 | 1 | 0.4% | |
| 153.8000031 | 1 | 0.4% | |
| 142.1999969 | 1 | 0.4% |
| Distinct count | 200 |
|---|---|
| Unique (%) | 85.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.28170197276359 |
|---|---|
| Minimum | 0.0 |
| Maximum | 235.8000030517578 |
| Zeros | 5 |
| Zeros (%) | 2.1% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.960000062 |
| Q1 | 14.5999999 |
| median | 42.70000076 |
| Q3 | 77 |
| 95-th percentile | 145.2299988 |
| Maximum | 235.8000031 |
| Range | 235.8000031 |
| Interquartile range (IQR) | 62.4000001 |
Descriptive statistics
| Standard deviation | 45.76395522 |
|---|---|
| Coefficient of variation (CV) | 0.8753340746 |
| Kurtosis | 1.182353324 |
| Mean | 52.28170197 |
| Median Absolute Deviation (MAD) | 30.89999771 |
| Skewness | 1.164901779 |
| Sum | 12286.19996 |
| Variance | 2094.339597 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 4 | 3 | 1.3% | |
| 2.400000095 | 3 | 1.3% | |
| 24 | 2 | 0.9% | |
| 11.5 | 2 | 0.9% | |
| 33.5 | 2 | 0.9% | |
| 17.20000076 | 2 | 0.9% | |
| 79.90000153 | 2 | 0.9% | |
| 5.199999809 | 2 | 0.9% | |
| 65.90000153 | 2 | 0.9% | |
| 8.199999809 | 2 | 0.9% | |
| 50.20000076 | 2 | 0.9% | |
| 11.10000038 | 2 | 0.9% | |
| 38.79999924 | 2 | 0.9% | |
| 4.400000095 | 2 | 0.9% | |
| 5.699999809 | 2 | 0.9% | |
| 51.29999924 | 2 | 0.9% | |
| 28.20000076 | 2 | 0.9% | |
| 100.6999969 | 2 | 0.9% | |
| 13.5 | 2 | 0.9% | |
| 17.79999924 | 2 | 0.9% | |
| 16 | 2 | 0.9% | |
| 28 | 2 | 0.9% | |
| 61.29999924 | 2 | 0.9% | |
| 93.69999695 | 2 | 0.9% | |
| Other values (175) | 180 | 76.6% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 0.400000006 | 1 | 0.4% | |
| 0.6000000238 | 1 | 0.4% | |
| 1.200000048 | 1 | 0.4% | |
| 1.5 | 1 | 0.4% | |
| 2.400000095 | 3 | 1.3% | |
| 3.200000048 | 1 | 0.4% | |
| 4 | 3 | 1.3% | |
| 4.199999809 | 1 | 0.4% | |
| 4.300000191 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 235.8000031 | 1 | 0.4% | |
| 201.1999969 | 1 | 0.4% | |
| 188.3999939 | 1 | 0.4% | |
| 173.1999969 | 1 | 0.4% | |
| 171.6999969 | 1 | 0.4% | |
| 169.3999939 | 1 | 0.4% | |
| 167.3000031 | 1 | 0.4% | |
| 161.1999969 | 1 | 0.4% | |
| 157.3000031 | 1 | 0.4% | |
| 155 | 1 | 0.4% |
| Distinct count | 207 |
|---|---|
| Unique (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.86468073370609 |
|---|---|
| Minimum | 0.0 |
| Maximum | 253.8000030517578 |
| Zeros | 3 |
| Zeros (%) | 1.3% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.840000081 |
| Q1 | 16.59999943 |
| median | 43.79999924 |
| Q3 | 71.5 |
| 95-th percentile | 143.3199982 |
| Maximum | 253.8000031 |
| Range | 253.8000031 |
| Interquartile range (IQR) | 54.90000057 |
Descriptive statistics
| Standard deviation | 43.98236207 |
|---|---|
| Coefficient of variation (CV) | 0.848021456 |
| Kurtosis | 2.033520559 |
| Mean | 51.86468073 |
| Median Absolute Deviation (MAD) | 27.70000076 |
| Skewness | 1.30738695 |
| Sum | 12188.19997 |
| Variance | 1934.448173 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 14.30000019 | 3 | 1.3% | |
| 57.20000076 | 3 | 1.3% | |
| 0 | 3 | 1.3% | |
| 8 | 3 | 1.3% | |
| 75.5 | 2 | 0.9% | |
| 12.30000019 | 2 | 0.9% | |
| 23.20000076 | 2 | 0.9% | |
| 12.69999981 | 2 | 0.9% | |
| 6.099999905 | 2 | 0.9% | |
| 25.60000038 | 2 | 0.9% | |
| 46.29999924 | 2 | 0.9% | |
| 50.59999847 | 2 | 0.9% | |
| 71.5 | 2 | 0.9% | |
| 89 | 2 | 0.9% | |
| 34.40000153 | 2 | 0.9% | |
| 8.199999809 | 2 | 0.9% | |
| 28.5 | 2 | 0.9% | |
| 61.40000153 | 2 | 0.9% | |
| 2.099999905 | 2 | 0.9% | |
| 37.70000076 | 2 | 0.9% | |
| 90.80000305 | 2 | 0.9% | |
| 61.70000076 | 2 | 0.9% | |
| 14 | 2 | 0.9% | |
| 4.599999905 | 2 | 0.9% | |
| 38.09999847 | 1 | 0.4% | |
| Other values (182) | 182 | 77.4% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 1.3% | |
| 0.400000006 | 1 | 0.4% | |
| 1.100000024 | 1 | 0.4% | |
| 1.5 | 1 | 0.4% | |
| 2.099999905 | 2 | 0.9% | |
| 2.599999905 | 1 | 0.4% | |
| 3 | 1 | 0.4% | |
| 3.099999905 | 1 | 0.4% | |
| 3.700000048 | 1 | 0.4% | |
| 3.900000095 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 253.8000031 | 1 | 0.4% | |
| 186.1999969 | 1 | 0.4% | |
| 181.5 | 1 | 0.4% | |
| 180.3999939 | 1 | 0.4% | |
| 164.6999969 | 1 | 0.4% | |
| 163.6000061 | 1 | 0.4% | |
| 162.3999939 | 1 | 0.4% | |
| 158.1999969 | 1 | 0.4% | |
| 157 | 1 | 0.4% | |
| 156.3000031 | 1 | 0.4% |
| Distinct count | 209 |
|---|---|
| Unique (%) | 88.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.64170205497995 |
|---|---|
| Minimum | 0.0 |
| Maximum | 210.8999938964844 |
| Zeros | 5 |
| Zeros (%) | 2.1% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.29999994 |
| Q1 | 14.75 |
| median | 40.5 |
| Q3 | 68.45000076 |
| 95-th percentile | 139.6799957 |
| Maximum | 210.8999939 |
| Range | 210.8999939 |
| Interquartile range (IQR) | 53.70000076 |
Descriptive statistics
| Standard deviation | 43.13203793 |
|---|---|
| Coefficient of variation (CV) | 0.8517098791 |
| Kurtosis | 0.9163807734 |
| Mean | 50.64170205 |
| Median Absolute Deviation (MAD) | 26.69999695 |
| Skewness | 1.101421799 |
| Sum | 11900.79998 |
| Variance | 1860.372696 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 54.79999924 | 3 | 1.3% | |
| 25 | 3 | 1.3% | |
| 33.29999924 | 2 | 0.9% | |
| 8.399999619 | 2 | 0.9% | |
| 10.69999981 | 2 | 0.9% | |
| 54.29999924 | 2 | 0.9% | |
| 28.89999962 | 2 | 0.9% | |
| 17.70000076 | 2 | 0.9% | |
| 38 | 2 | 0.9% | |
| 30.70000076 | 2 | 0.9% | |
| 7.900000095 | 2 | 0.9% | |
| 77.40000153 | 2 | 0.9% | |
| 14.5 | 2 | 0.9% | |
| 10.5 | 2 | 0.9% | |
| 57 | 2 | 0.9% | |
| 99.69999695 | 2 | 0.9% | |
| 7.400000095 | 2 | 0.9% | |
| 17 | 2 | 0.9% | |
| 67 | 2 | 0.9% | |
| 97.90000153 | 2 | 0.9% | |
| 115.4000015 | 1 | 0.4% | |
| 2.599999905 | 1 | 0.4% | |
| 74.40000153 | 1 | 0.4% | |
| 50.90000153 | 1 | 0.4% | |
| Other values (184) | 184 | 78.3% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.1% | |
| 0.200000003 | 1 | 0.4% | |
| 0.3000000119 | 1 | 0.4% | |
| 0.6000000238 | 1 | 0.4% | |
| 0.6999999881 | 1 | 0.4% | |
| 0.8000000119 | 1 | 0.4% | |
| 1.100000024 | 1 | 0.4% | |
| 1.600000024 | 1 | 0.4% | |
| 2.599999905 | 1 | 0.4% | |
| 2.700000048 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 210.8999939 | 1 | 0.4% | |
| 201.3000031 | 1 | 0.4% | |
| 183.3000031 | 1 | 0.4% | |
| 158.6000061 | 1 | 0.4% | |
| 152.3000031 | 1 | 0.4% | |
| 150.3000031 | 1 | 0.4% | |
| 148.1000061 | 1 | 0.4% | |
| 147.8999939 | 1 | 0.4% | |
| 147.5 | 1 | 0.4% | |
| 146 | 1 | 0.4% |
| Distinct count | 211 |
|---|---|
| Unique (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.51446809844768 |
|---|---|
| Minimum | 0.0 |
| Maximum | 239.3999938964844 |
| Zeros | 6 |
| Zeros (%) | 2.6% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.380000007 |
| Q1 | 17.25 |
| median | 41.20000076 |
| Q3 | 74.70000076 |
| 95-th percentile | 131.65 |
| Maximum | 239.3999939 |
| Range | 239.3999939 |
| Interquartile range (IQR) | 57.45000076 |
Descriptive statistics
| Standard deviation | 45.06595793 |
|---|---|
| Coefficient of variation (CV) | 0.8748213772 |
| Kurtosis | 1.734200182 |
| Mean | 51.5144681 |
| Median Absolute Deviation (MAD) | 26.89999771 |
| Skewness | 1.296485066 |
| Sum | 12105.9 |
| Variance | 2030.940564 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 6 | 2.6% | |
| 40 | 3 | 1.3% | |
| 60 | 3 | 1.3% | |
| 6.699999809 | 3 | 1.3% | |
| 9.899999619 | 3 | 1.3% | |
| 28.39999962 | 2 | 0.9% | |
| 1.100000024 | 2 | 0.9% | |
| 0.3000000119 | 2 | 0.9% | |
| 7.800000191 | 2 | 0.9% | |
| 25.79999924 | 2 | 0.9% | |
| 47.29999924 | 2 | 0.9% | |
| 29.89999962 | 2 | 0.9% | |
| 10.5 | 2 | 0.9% | |
| 34.5 | 2 | 0.9% | |
| 7.199999809 | 2 | 0.9% | |
| 43.20000076 | 2 | 0.9% | |
| 46.09999847 | 1 | 0.4% | |
| 70.40000153 | 1 | 0.4% | |
| 159.8999939 | 1 | 0.4% | |
| 112.6999969 | 1 | 0.4% | |
| 45.20000076 | 1 | 0.4% | |
| 83.5 | 1 | 0.4% | |
| 95.69999695 | 1 | 0.4% | |
| 25.70000076 | 1 | 0.4% | |
| 192.1000061 | 1 | 0.4% | |
| Other values (186) | 186 | 79.1% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 2.6% | |
| 0.3000000119 | 2 | 0.9% | |
| 0.5 | 1 | 0.4% | |
| 0.8000000119 | 1 | 0.4% | |
| 1.100000024 | 2 | 0.9% | |
| 1.5 | 1 | 0.4% | |
| 2.200000048 | 1 | 0.4% | |
| 2.299999952 | 1 | 0.4% | |
| 2.5 | 1 | 0.4% | |
| 2.799999952 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 239.3999939 | 1 | 0.4% | |
| 206.1999969 | 1 | 0.4% | |
| 192.1000061 | 1 | 0.4% | |
| 187.6000061 | 1 | 0.4% | |
| 176.3000031 | 1 | 0.4% | |
| 174.3999939 | 1 | 0.4% | |
| 174 | 1 | 0.4% | |
| 159.8999939 | 1 | 0.4% | |
| 157.3000031 | 1 | 0.4% | |
| 150.1000061 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| col_1 | col_2 | col_3 | col_4 | col_5 | col_6 | col_7 | col_8 | col_9 | col_10 | col_11 | col_12 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1749.0 | 58.000000 | 62.599998 | 70.000000 | 55.700001 | 85.000000 | 83.500000 | 94.800003 | 66.300003 | 75.900002 | 75.500000 | 158.600006 | 85.199997 |
| 1 | 1750.0 | 73.300003 | 75.900002 | 89.199997 | 88.300003 | 90.000000 | 100.000000 | 85.400002 | 103.000000 | 91.199997 | 65.699997 | 63.299999 | 75.400002 |
| 2 | 1751.0 | 70.000000 | 43.500000 | 45.299999 | 56.400002 | 60.700001 | 50.700001 | 66.300003 | 59.799999 | 23.500000 | 23.200001 | 28.500000 | 44.000000 |
| 3 | 1752.0 | 35.000000 | 50.000000 | 71.000000 | 59.299999 | 59.700001 | 39.599998 | 78.400002 | 29.299999 | 27.100000 | 46.599998 | 37.599998 | 40.000000 |
| 4 | 1753.0 | 44.000000 | 32.000000 | 45.700001 | 38.000000 | 36.000000 | 31.700001 | 22.200001 | 39.000000 | 28.000000 | 25.000000 | 20.000000 | 6.700000 |
| 5 | 1754.0 | 0.000000 | 3.000000 | 1.700000 | 13.700000 | 20.700001 | 26.700001 | 18.799999 | 12.300000 | 8.200000 | 24.100000 | 13.200000 | 4.200000 |
| 6 | 1755.0 | 10.200000 | 11.200000 | 6.800000 | 6.500000 | 0.000000 | 0.000000 | 8.600000 | 3.200000 | 17.799999 | 23.700001 | 6.800000 | 20.000000 |
| 7 | 1756.0 | 12.500000 | 7.100000 | 5.400000 | 9.400000 | 12.500000 | 12.900000 | 3.600000 | 6.400000 | 11.800000 | 14.300000 | 17.000000 | 9.400000 |
| 8 | 1757.0 | 14.100000 | 21.200001 | 26.200001 | 30.000000 | 38.099998 | 12.800000 | 25.000000 | 51.299999 | 39.700001 | 32.500000 | 64.699997 | 33.500000 |
| 9 | 1758.0 | 37.599998 | 52.000000 | 49.000000 | 72.300003 | 46.400002 | 45.000000 | 44.000000 | 38.700001 | 62.500000 | 37.700001 | 43.000000 | 43.000000 |
Last rows
| col_1 | col_2 | col_3 | col_4 | col_5 | col_6 | col_7 | col_8 | col_9 | col_10 | col_11 | col_12 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 225 | 1974.0 | 27.600000 | 26.000000 | 21.299999 | 40.299999 | 39.500000 | 36.000000 | 55.799999 | 33.599998 | 40.200001 | 47.099998 | 25.000000 | 20.500000 |
| 226 | 1975.0 | 18.900000 | 11.500000 | 11.500000 | 5.100000 | 9.000000 | 11.400000 | 28.200001 | 39.700001 | 13.900000 | 9.100000 | 19.400000 | 7.800000 |
| 227 | 1976.0 | 8.100000 | 4.300000 | 21.900000 | 18.799999 | 12.400000 | 12.200000 | 1.900000 | 16.400000 | 13.500000 | 20.600000 | 5.200000 | 15.300000 |
| 228 | 1977.0 | 16.400000 | 23.100000 | 8.700000 | 12.900000 | 18.600000 | 38.500000 | 21.400000 | 30.100000 | 44.000000 | 43.799999 | 29.100000 | 43.200001 |
| 229 | 1978.0 | 51.900002 | 93.599998 | 76.500000 | 99.699997 | 82.699997 | 95.099998 | 70.400002 | 58.099998 | 138.199997 | 125.099998 | 97.900002 | 122.699997 |
| 230 | 1979.0 | 166.600006 | 137.500000 | 138.000000 | 101.500000 | 134.399994 | 149.500000 | 159.399994 | 142.199997 | 188.399994 | 186.199997 | 183.300003 | 176.300003 |
| 231 | 1980.0 | 159.600006 | 155.000000 | 126.199997 | 164.100006 | 179.899994 | 157.300003 | 136.300003 | 135.399994 | 155.000000 | 164.699997 | 147.899994 | 174.399994 |
| 232 | 1981.0 | 114.000000 | 141.300003 | 135.500000 | 156.399994 | 127.500000 | 90.000000 | 143.800003 | 158.699997 | 167.300003 | 162.399994 | 137.500000 | 150.100006 |
| 233 | 1982.0 | 111.199997 | 163.600006 | 153.800003 | 122.000000 | 82.199997 | 110.400002 | 106.099998 | 107.599998 | 118.800003 | 94.699997 | 98.099998 | 127.000000 |
| 234 | 1983.0 | 84.300003 | 51.000000 | 66.500000 | 80.699997 | 99.199997 | 91.099998 | 82.199997 | 71.800003 | 50.299999 | 55.799999 | 33.299999 | 33.400002 |